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Improve surrogate evaluation - #49

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robin-janssen merged 16 commits into
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improve-surrogate-evaluation
Aug 13, 2025
Merged

robin-janssen merged 16 commits into
mainfrom
improve-surrogate-evaluation

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@robin-janssen

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Plenty of small improvements:

  • new tuning evaluation and new finetuning mode to finetune learning rate and related parameters in longer runs
  • optimal hyperparameters determined for four new datasets: primordial, primordial_parametric, cloud, cloud_parametric
  • bugfixes

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codecov Bot commented Aug 13, 2025

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Codecov Report

❌ Patch coverage is 50.30675% with 81 lines in your changes missing coverage. Please review.

Files with missing lines Patch % Lines
codes/tune/optuna_fcts.py 41.90% 61 Missing ⚠️
codes/utils/utils.py 54.54% 10 Missing ⚠️
codes/tune/postgres_fcts.py 80.00% 6 Missing ⚠️
codes/utils/data_utils.py 0.00% 3 Missing ⚠️
codes/surrogates/LatentPolynomial/latent_poly.py 0.00% 1 Missing ⚠️
Files with missing lines Coverage Δ
...surrogates/AbstractSurrogate/abstract_surrogate.py 61.90% <100.00%> (ø)
...es/surrogates/LatentNeuralODE/latent_neural_ode.py 66.24% <ø> (ø)
codes/surrogates/LatentPolynomial/latent_poly.py 78.07% <0.00%> (ø)
codes/utils/data_utils.py 57.50% <0.00%> (ø)
codes/tune/postgres_fcts.py 81.56% <80.00%> (ø)
codes/utils/utils.py 82.87% <54.54%> (ø)
codes/tune/optuna_fcts.py 60.72% <41.90%> (ø)
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@robin-janssen
robin-janssen merged commit fc7304a into main Aug 13, 2025
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